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Mathematical Reasoning on Mathematical Benchmarks

74.3AIME 24 ScoreSeed
4.122.32540.5558.775Jan 23, 2026

Evaluation results

MethodLinks
SeedData@Step=Seed@240, Setting=(C) Training on Qwen3-8B(Thinking)2026.0174.362.971.442.896.2—
EvolveData@Step=Evolve@240, Setting=(C) Training on Qwen3-8B(Thinking)2026.0174.165.570.94296.30.2
Qwen3-8B(Thinking)Setting=(C) Training on Qwen3-8B(Thinking)2026.0171.763.268.740.996.1—
+SSLogic-EvolveData@Step=+SSLogic-Evolve@240, Setting=(B) Synergistic Mathematical Training with Data-Mixing Ladder2026.0129.722.4371387.85.4
+SSLogic-EvolveData@Step=+SSLogic-Evolve@200, Setting=(B) Synergistic Mathematical Training with Data-Mixing Ladder2026.0127213612.485.53.7
AIMEData@Step=AIME@240, Setting=(B) Synergistic Mathematical Training with Data-Mixing Ladder2026.0126.515.230.47.283.5—
AIMEData@Step=AIME@200, Setting=(B) Synergistic Mathematical Training with Data-Mixing Ladder2026.0125.615.630.87.983.4—
+SSLogic-EvolveData@Step=+SSLogic-Evolve@160, Setting=(B) Synergistic Mathematical Training with Data-Mixing Ladder2026.0125.219.234.210.886.63
AIMEData@Step=AIME@160, Setting=(B) Synergistic Mathematical Training with Data-Mixing Ladder2026.0124.116.129.27.783.8—
+ARC-AGI+EvolveData@Step=+ARC-AGI+Evolve@240, Setting=(B) Synergistic Mathematical Training with Data-Mixing Ladder2026.0118.414.726.43.681.2-3.7
EvolveData@Step=Evolve@240, Setting=(A) Seed vs. Evolve under Fixed Training Steps2026.0117.31425.64.480.83
EvolveData@Step=Evolve@200, Setting=(A) Seed vs. Evolve under Fixed Training Steps2026.0116.913.2233.679.31.9
+ARC-AGI+EvolveData@Step=+ARC-AGI+Evolve@200, Setting=(B) Synergistic Mathematical Training with Data-Mixing Ladder2026.0116.514.624.23.179.9-5
+ARC-AGI+EvolveData@Step=+ARC-AGI+Evolve@160, Setting=(B) Synergistic Mathematical Training with Data-Mixing Ladder2026.0115.914.926.7480.1-3.9
EvolveData@Step=Evolve@160, Setting=(A) Seed vs. Evolve under Fixed Training Steps2026.0115.712.923.53.679.11.7
SeedData@Step=Seed@200, Setting=(A) Seed vs. Evolve under Fixed Training Steps2026.0114.111.321.52.877—
SeedData@Step=Seed@240, Setting=(A) Seed vs. Evolve under Fixed Training Steps2026.0113.81121.93.277.1—
SeedData@Step=Seed@160, Setting=(A) Seed vs. Evolve under Fixed Training Steps2026.0113.211.221.42.677.9—
Qwen3-8B-BaseSetting=(C) Training on Qwen3-8B(Thinking)2026.016.85.611.80.860.4—